{"id":"W3023193410","doi":"10.1200/jop.19.00465","title":"Prospective Study of Use of Edmonton Symptom Assessment Scale Versus Routine Symptom Management During Weekly Radiation Treatment Visits","year":2020,"lang":"en","type":"article","venue":"JCO Oncology Practice","topic":"Cancer survivorship and care","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Nausea; Anxiety; Physical therapy; Logistic regression; Intervention (counseling); Quality of life (healthcare); Internal medicine; Prospective cohort study; Psychiatry; Nursing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002345408,0.0001993468,0.0005809597,0.0001062496,0.00007026606,0.00001438783,0.00008549562,0.0001053836,0.00005186175],"category_scores_gemma":[0.0001585134,0.0001833798,0.00009695815,0.0003546703,0.00003505444,0.0003350893,0.0000998072,0.0002014564,0.000007934362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001302763,"about_ca_system_score_gemma":0.0001870899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001284011,"about_ca_topic_score_gemma":0.0007610851,"domain_scores_codex":[0.9981313,0.0003205767,0.0004783249,0.0004270254,0.0004323788,0.0002104101],"domain_scores_gemma":[0.9981486,0.0005534618,0.000551831,0.0003408834,0.0002628813,0.0001423221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.04442049,0.01990333,0.8187353,0.0006428743,0.006481919,0.0007326468,0.05484587,0.0005770763,0.004270187,0.0005582357,0.0005218264,0.04831022],"study_design_scores_gemma":[0.02333725,0.02311862,0.9038165,0.00005590279,0.00305305,0.00001891414,0.03116322,0.0002114218,0.002308501,0.000001924022,0.01273113,0.000183569],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846805,0.0001320249,0.00007131171,0.003873016,0.0004513717,0.001970683,0.00001333081,0.00005546046,0.008752292],"genre_scores_gemma":[0.9980487,0.0002652541,0.0007297404,0.0002235799,0.0001786163,0.0001666086,0.00001997655,0.00002391856,0.0003436302],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08508115,"threshold_uncertainty_score":0.7478011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04064746052902166,"score_gpt":0.372096804664019,"score_spread":0.3314493441349973,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}